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Data Engineering
Join discussions on data engineering best practices, architectures, and optimization strategies within the Databricks Community. Exchange insights and solutions with fellow data engineers.
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Forum Posts

SohelKhan
by New Contributor II
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PySpark DataFrame: Select all but one or a set of columns

In SQL select, in some implementation, we can provide select -col_A to select all columns except the col_A. I tried it in the Spark 1.6.0 as follows: For a dataframe df with three columns col_A, col_B, col_C df.select('col_B, 'col_C') # it works df....

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NavitaJain
New Contributor II
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@sk777, @zjffdu, @Lejla Metohajrova if your columns are time-series ordered OR you want to maintain their original order... use cols = [c for c in df.columns if c != 'col_A'] df[cols]

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AmitSukralia
by New Contributor
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Listing all files under an Azure Data Lake Gen2 container

I am trying to find a way to list all files in an Azure Data Lake Gen2 container. I have mounted the storage account and can see the list of files in a folder (a container can have multiple level of folder hierarchies) if I know the exact path of th...

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Balaji_su
New Contributor II
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stackoverflow.pngfiles.txt

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cfregly
by Contributor
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srisre111
New Contributor II
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I am trying to store a dataframe as table in databricks and encountering the following error, can someone help? "typeerror: field date: can not merge type <class 'pyspark.sql.types.stringtype'> and <class 'pyspark.sql.types.doubletype'>"

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dhanunjaya
by New Contributor II
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  • 6 replies
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how to remove empty rows from the data frame.

lets assume if i have 10 columns in a data frame,all 10 columns has empty values for 100 rows out of 200 rows, how i can skip the empty rows?

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GaryDiaz
New Contributor II
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you can try this: df.na.drop(how = "all"), this will remove the row only if all the rows are null or NaN

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AlaQabaja
by New Contributor II
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Get last modified date or create date for azure blob container

Hi Everyone, I am trying to implement a way in Python to only read files that weren't loaded since the last run of my notebook. The way I am thinking of implementing this is to keep of the last time my notebook has finished in a database table. Nex...

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Forum_Admin
Databricks Employee
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smanickam
by New Contributor II
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  • 5 replies
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com.databricks.sql.io.FileReadException: Error while reading file dbfs:

I ran the below statement and got the error %python data = sqlContext.read.parquet("/FileStore/tables/ganesh.parquet") display(data) Error: SparkException: Job aborted due to stage failure: Task 0 in stage 27.0 failed 1 times, most recent failure:...

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MatthewSzafir
New Contributor III
  • 3 kudos

I'm having a similar issue reading a JSON file. It is ~550MB compressed and is on a single line: val cfilename = "c_datafeed_20200128.json.gz" val events = spark.read.json(s"/mnt/c/input1/$cfilename") display(events) The filename is correct and t...

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AnaDel_Campo_Me
by New Contributor
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  • 2 replies
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FileNotFoundError: [Errno 2] No such file or directory or IsADirectoryError: [Errno 21] Is a directory

I have been trying to open a file on the dbfs using all different combinations: if I use the following code: with open("/dbfs/FileStore/df/Downloadedfile.csv", 'r', newline='') as f I get IsADirectoryError: [Errno 21] Is a directory with open("dbfs:...

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paulmark
New Contributor II
  • 1 kudos

To get rid of this error you can try using Python file exists methods to check that at least python sees the file exists or not. In other words, you can make sure that the user has indeed typed a correct path for a real existing file. If the user do...

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Seenu45
by New Contributor II
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  • 3 replies
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Resolved! JavaPackage' object is not callable :: Mlean

Hi Folks, We are working on production Databricks project using Mleap. when run below code on databricks, it throws error like " 'JavaPackage' object is not callable" code :import mleap.pyspark from mleap.pyspark.spark_support import SimpleSparkSer...

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Seenu45
New Contributor II
  • 1 kudos

Thanks syamspr. it is working now.

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pepevo
by New Contributor III
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  • 10 replies
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Resolved! How to convert column type from decimal to date in sparksql

I need to convert column type from decimal to date in sparksql when the format is not yyyy-mm-dd? A table contains column data declared as decimal (38,0) and data is in yyyymmdd format and I am unable to run sql queries on it in databrick notebook. ...

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pepevo
New Contributor III
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thank you Tom. I made it work already.

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ArielHerrera
by New Contributor II
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  • 5 replies
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Resolved! How to display SHAP plots?

I am looking to display SHAP plots, here is the code:import xgboost import shap shap.initjs() # load JS visualization code to notebookX,y = shap.datasets.boston() # train XGBoost model model = xgboost.train({"learning_rate": 0.01}, xgboost.DMatri...

0693f000007OoIfAAK
  • 26608 Views
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lrnzcig
New Contributor II
  • 2 kudos

As @Vinh dqvinh87​  noted, the accepted solution only works for force_plot. For other plots, the following trick works for me:import matplotlib.pyplot as plt p = shap.summary_plot(shap_values, test_df, show=False) display(p)

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Muthu145
by New Contributor
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KNN classifier on Spark

Hi Team , Can you please help me in implementing KNN classifer in pyspark using distributed architecture and processing the dataset. Even I want to validate the KNN model with the testing dataset. I tried to use scikit learn but the program is runn...

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SouravSaha
New Contributor II
  • 0 kudos

Hey, about about using NEC Frovedis (https://github.com/frovedis/frovedis) framework for the same. Refer: https://github.com/frovedis/frovedis/blob/master/src/foreign_if/python/examples/unsupervised_knn_demo.py It works on a distributed framework (...

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zhaoxuan210
by New Contributor
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  • 1 replies
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How can I read all the files in a folder on S3 into several pandas dataframes?

import pandas as pd import glob path = "s3://somewhere/" # use your path all_files = glob.glob(path + "/*.csv") print(all_files) li = [] for filename in all_files: dfi = pd.read_csv(filename,names =['acct_id', 'SOR_ID'], dtype={'acct_id':str,...

  • 26889 Views
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shyam_9
Databricks Employee
  • 0 kudos

Hi @zhaoxuan210, Please go through the below answer,https://stackoverflow.com/questions/52855221/reading-multiple-csv-files-from-s3-bucket-with-boto3

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Van-DuyetLe
by New Contributor
  • 51007 Views
  • 5 replies
  • 3 kudos

What's the difference between Interactive Clusters and Job Cluster?

I am new to databricks. I would like to know what is the difference between Interactive Clusters and Job Cluster? There are no official document now.

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Forum_Admin
Databricks Employee
  • 3 kudos

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User16301467532
by Databricks Employee
  • 30622 Views
  • 9 replies
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How can I change the parquet compression algorithm from gzip to something else?

Spark, by default, uses gzip to store parquet files. I would like to change the compression algorithm from gzip to snappy or lz4.

  • 30622 Views
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ZhenZeng
New Contributor II
  • 1 kudos

spark.sql("set spark.sql.parquet.compression.codec=gzip");

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